{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础柱状图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础散点图—分组散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(np.arange(0,5,0.25))\n",
    "y1 = np.random.rand(20)\n",
    "y2 = np.random.rand(20)\n",
    "plt.figure(figsize=(10,7))#设置画布的尺寸\n",
    "\n",
    "plt.scatter(x,y1,s =150,marker ='^',alpha = 0.7)\n",
    "plt.scatter(x,y2,s =150,marker ='o',alpha = 0.7)\n",
    "\n",
    "plt.title(\"基础散点图—分组散点图\",fontsize =20) # 图形标题\n",
    "plt.xlabel(\"我是x轴\",fontsize = 14) # x轴名称\n",
    "plt.ylabel(\"我是y轴\",fontsize = 14) # y轴名称\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础散点图—分组散点图—添加图例、颜色条"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(np.arange(0,5,0.25))\n",
    "y1 = np.random.rand(20)\n",
    "y2 = np.random.rand(20)\n",
    "plt.figure(figsize=(10,7))#设置画布的尺寸\n",
    "\n",
    "plt.scatter(x,y1,s =150,marker ='^',alpha = 0.7,c = np.random.rand(20),label = \"系列1\",cmap=plt.get_cmap('jet'))\n",
    "plt.scatter(x,y2,s =150,marker ='o',alpha = 0.7,c = np.random.rand(20),label = \"系列2\",cmap=plt.get_cmap('jet'))\n",
    "\n",
    "plt.title(\"基础散点图—分组散点图—添加图例、颜色条\",fontsize =16) # 图形标题\n",
    "plt.xlabel(\"我是x轴\",fontsize = 14) # x轴名称\n",
    "plt.ylabel(\"我是y轴\",fontsize = 14) # y轴名称\n",
    "\n",
    "plt.legend(loc = 1,fontsize = 14)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 基础散点图—分组散点图—多组数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import datasets \n",
    "iris=datasets.load_iris()\n",
    "x, y = iris.data, iris.target\n",
    "pd_iris = pd.DataFrame(np.hstack((x, y.reshape(150, 1))),columns=['sepal length(cm)','sepal width(cm)','petal length(cm)','petal width(cm)','class'] )\n",
    " \n",
    "plt.figure(figsize = (10,7),dpi = 100)\n",
    "\n",
    "plt.title(\"基础散点图—分组散点图—多组数据\",fontsize =16) # 图形标题\n",
    "plt.xlabel(\"我是x轴\",fontsize = 12) # x轴名称\n",
    "plt.ylabel(\"我是y轴\",fontsize = 12) # y轴名称\n",
    "\n",
    "iris_type=pd_iris['class'].unique()#将点分为三类\n",
    "iris_name=iris.target_names\n",
    "colors = ['#FF69B4','#098154','#fb832d']\n",
    "markers = ['x','o','+'] #设置样式\n",
    " \n",
    "for i in range(len(iris_type)):\n",
    "    plt.scatter(pd_iris.loc[pd_iris['class'] == iris_type[i], 'sepal length(cm)'],\n",
    "                pd_iris.loc[pd_iris['class'] == iris_type[i], 'sepal width(cm)'],\n",
    "                s = 50,\n",
    "                c = colors[i],\n",
    "                marker = markers[i],#marker形状\n",
    "                label = iris_name[i])#后面图例的名称取自label\n",
    "\n",
    "plt.legend(loc = 1,fontsize = 13)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
